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Session-Based Recommendations

Recommendation based on a sequence of events. e.g. next item prediction

Papers

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Showing 51–100 of 172 papers

TitleStatusHype
Guided Diffusion-based Counterfactual Augmentation for Robust Session-based Recommendation—0
Optimizing Encoder-Only Transformers for Session-Based Recommendation Systems—0
Enhancing Attributed Graph Networks with Alignment and Uniformity Constraints for Session-based RecommendationCode0
Item Cluster-aware Prompt Learning for Session-based Recommendation—0
Enhancing Sequential Music Recommendation with Negative Feedback-informed Contrastive LearningCode0
Incorporating Like-Minded Peers to Overcome Friend Data Sparsity in Session-Based Social Recommendations—0
Graph and Sequential Neural Networks in Session-based Recommendation: A Survey—0
A GNN Model with Adaptive Weights for Session-Based Recommendation Systems—0
A Simple Yet Effective Approach for Diversified Session-Based RecommendationCode0
Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation—0
Explainable Session-based Recommendation via Path Reasoning—0
Side Information-Driven Session-based Recommendation: A Survey—0
Integrating Large Language Models with Graphical Session-Based Recommendation—0
InteraRec: Screenshot Based Recommendations Using Multimodal Large Language Models—0
Multi-view Intent Learning and Alignment with Large Language Models for Session-based RecommendationCode0
Enhancing ID and Text Fusion via Alternative Training in Session-based RecommendationCode0
Performance Comparison of Session-based Recommendation Algorithms based on GNNs—0
On the Effectiveness of Unlearning in Session-Based RecommendationCode0
Session-Based Recommendation by Exploiting Substitutable and Complementary Relationships from Multi-behavior Data—0
Exploring Popularity Bias in Session-based Recommendation—0
Contrastive Multi-Level Graph Neural Networks for Session-based Recommendation—0
Bi-Preference Learning Heterogeneous Hypergraph Networks for Session-based RecommendationCode0
TempGNN: Temporal Graph Neural Networks for Dynamic Session-Based Recommendations—0
Context-aware Session-based Recommendation with Graph Neural NetworksCode0
SR-PredictAO: Session-based Recommendation with High-Capability Predictor Add-OnCode0
Hierarchical Multi-Task Learning Framework for Session-based Recommendations—0
Towards Communication-Efficient Model Updating for On-Device Session-Based RecommendationCode0
Language-Enhanced Session-Based Recommendation with Decoupled Contrastive Learning—0
Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text GenerationCode0
Mining Interest Trends and Adaptively Assigning SampleWeight for Session-based Recommendation—0
Pseudo Session-Based Recommendation with Hierarchical Embedding and Session AttributesCode0
Learning Similarity among Users for Personalized Session-Based Recommendation from hierarchical structure of User-Session-Item—0
Dual-Granularity Contrastive Learning for Session-based Recommendation—0
Discreetly Exploiting Inter-session Information for Session-based Recommendation—0
SimCGNN: Simple Contrastive Graph Neural Network for Session-based Recommendation—0
Recommender Systems: A Primer—0
Time-aware Hyperbolic Graph Attention Network for Session-based Recommendation—0
Learning Recommendations from User Actions in the Item-poor Insurance DomainCode0
STAR: A Session-Based Time-Aware Recommender SystemCode0
M2TRec: Metadata-aware Multi-task Transformer for Large-scale and Cold-start free Session-based Recommendations—0
SR-GCL: Session-Based Recommendation with Global Context Enhanced Augmentation in Contrastive Learning—0
Understanding Diversity in Session-Based RecommendationCode0
Evolutionary Preference Learning via Graph Nested GRU ODE for Session-based RecommendationCode0
Prospective Preference Enhanced Mixed Attentive Model for Session-based Recommendation—0
Using user's local context to support local news—0
Heterogeneous Graph Neural Network for Personalized Session-Based Recommendation with User-Session Constraints—0
Sequential/Session-based Recommendations: Challenges, Approaches, Applications and Opportunities—0
Effectively Using Long and Short Sessions for Multi-Session-based Recommendations—0
Micro-Behavior Encoding for Session-based Recommendation—0
Transition Relation Aware Self-Attention for Session-based Recommendation—0
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